Deep-Learning

Deep learning basics in Python using NumPy, PyTorch, and TensorFlow/Keras: linear regression, softmax regression, multilayer perceptron, etc.

deep-learning.ipynb

This Jupyter notebook presents fully-detailed and commented examples of classic deep learning models written from scratch in NumPy and in PyTorch, and also using higher-level APIs in PyTorch and in TensorFlow/Keras, with the help of Dive into Deep Learning interactive book.

Models:

• Linear regression
• Softmax regression
• Multilayer perceptron
• ...

See Jupyter notebook viewer.

Author

• Zafar Rafii
• http://zafarrafii.com/
• CV
• GitHub
• LinkedIn
• Google Scholar